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Tool-using agents can be tricked into leaking sensitive data even when each individual tool use seems safe – ChainCaps stops this "permission laundering" with a simple, effective runtime check.
Watermarking agent memories is now possible without performance degradation or reliance on logs, enabling snapshot-only attribution even after memory migration or leakage.